Guiding Users: A System for Generating Graphical User Interfaces from Command-Line Applications

Monday 24 November 2025

A team of researchers has developed a system that allows users to create graphical user interfaces (GUIs) for command-line applications using natural language processing and artificial intelligence. The system, called GUIDE, uses annotated context-free grammars to bridge the gap between text-based documentation and visual interfaces.

Traditionally, creating GUIs for command-line applications requires manual coding and a deep understanding of programming languages. This process can be time-consuming and may not always result in intuitive or user-friendly interfaces. GUIDE aims to simplify this process by allowing users to generate GUIs from existing documentation, such as man pages.

The system works by first generating a grammar that describes the command-line application’s syntax and semantics. This grammar is then used to create a visual interface that allows users to interact with the application in a more intuitive way. The GUI can be customized to suit the user’s needs, allowing them to focus on specific aspects of the application or to explore its full range of features.

One of the key benefits of GUIDE is its ability to support complex command-line applications with many options and flags. These applications often have steep learning curves due to their complexity, but GUIDE can help to simplify this process by providing a visual interface that makes it easier for users to understand and interact with the application.

The researchers behind GUIDE used 20 common command-line applications as test cases for their system. They found that GUIDE was able to generate GUIs for all of these applications, although some required more customization than others. The team also tested GUIDE on a variety of tasks, including editing commands, running queries, and exploring file systems.

The potential applications of GUIDE are wide-ranging. It could be used by developers to create GUIs for their own command-line applications, or by users who want to simplify the process of interacting with these types of programs. It could also be used in educational settings to help students learn about command-line interfaces and programming languages.

In addition to its practical applications, GUIDE has also shed light on some fundamental questions about human-computer interaction. By studying how users interact with GUIs generated by GUIDE, researchers may gain a better understanding of what makes an interface intuitive and user-friendly.

The development of GUIDE is just the latest example of how artificial intelligence and natural language processing are being used to improve our interactions with computers. As these technologies continue to advance, we can expect to see even more innovative applications in the future.

Cite this article: “Guiding Users: A System for Generating Graphical User Interfaces from Command-Line Applications”, The Science Archive, 2025.

Gui, Command-Line Application, Natural Language Processing, Artificial Intelligence, Guide, Graphical User Interface, Text-Based Documentation, Visual Interface, Command-Line Syntax, Human-Computer Interaction

Reference: Saketh Ram Kasibatla, Kiran Medleri Hiremath, Raven Rothkopf, Sorin Lerner, Haijun Xia, Brian Hempel, “The Command Line GUIde: Graphical Interfaces from Man Pages via AI” (2025).

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